* [ISSUE #27494] move transformation for record selection * formatcdk * [ISSUE #27494] fix type issue caused by connector builder logging * formatcdk * [ISSUE #27494] code review
133 lines
5.5 KiB
Python
133 lines
5.5 KiB
Python
#
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# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
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#
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from dataclasses import InitVar, dataclass, field
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from typing import Any, Iterable, List, Mapping, MutableMapping, Optional, Union
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from airbyte_cdk.models import SyncMode
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from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
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from airbyte_cdk.sources.declarative.retrievers.retriever import Retriever
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from airbyte_cdk.sources.declarative.schema import DefaultSchemaLoader
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from airbyte_cdk.sources.declarative.schema.schema_loader import SchemaLoader
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from airbyte_cdk.sources.declarative.types import Config
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from airbyte_cdk.sources.streams.core import Stream
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@dataclass
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class DeclarativeStream(Stream):
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"""
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DeclarativeStream is a Stream that delegates most of its logic to its schema_load and retriever
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Attributes:
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name (str): stream name
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primary_key (Optional[Union[str, List[str], List[List[str]]]]): the primary key of the stream
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schema_loader (SchemaLoader): The schema loader
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retriever (Retriever): The retriever
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config (Config): The user-provided configuration as specified by the source's spec
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stream_cursor_field (Optional[Union[InterpolatedString, str]]): The cursor field
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stream. Transformations are applied in the order in which they are defined.
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"""
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retriever: Retriever
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config: Config
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parameters: InitVar[Mapping[str, Any]]
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name: str
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primary_key: Optional[Union[str, List[str], List[List[str]]]]
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schema_loader: Optional[SchemaLoader] = None
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_name: str = field(init=False, repr=False, default="")
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_primary_key: str = field(init=False, repr=False, default="")
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_schema_loader: SchemaLoader = field(init=False, repr=False, default=None)
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stream_cursor_field: Optional[Union[InterpolatedString, str]] = None
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def __post_init__(self, parameters: Mapping[str, Any]):
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self.stream_cursor_field = InterpolatedString.create(self.stream_cursor_field, parameters=parameters)
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self._schema_loader = self.schema_loader if self.schema_loader else DefaultSchemaLoader(config=self.config, parameters=parameters)
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@property
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def primary_key(self) -> Optional[Union[str, List[str], List[List[str]]]]:
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return self._primary_key
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@primary_key.setter
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def primary_key(self, value: str) -> None:
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if not isinstance(value, property):
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self._primary_key = value
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@property
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def name(self) -> str:
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"""
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:return: Stream name. By default this is the implementing class name, but it can be overridden as needed.
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"""
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return self._name
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@name.setter
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def name(self, value: str) -> None:
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if not isinstance(value, property):
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self._name = value
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@property
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def state(self) -> MutableMapping[str, Any]:
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return self.retriever.state
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@state.setter
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def state(self, value: MutableMapping[str, Any]):
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"""State setter, accept state serialized by state getter."""
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self.retriever.state = value
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def get_updated_state(self, current_stream_state: MutableMapping[str, Any], latest_record: Mapping[str, Any]):
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return self.state
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@property
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def cursor_field(self) -> Union[str, List[str]]:
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"""
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Override to return the default cursor field used by this stream e.g: an API entity might always use created_at as the cursor field.
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:return: The name of the field used as a cursor. If the cursor is nested, return an array consisting of the path to the cursor.
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"""
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cursor = self.stream_cursor_field.eval(self.config)
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return cursor if cursor else []
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def read_records(
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self,
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sync_mode: SyncMode,
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cursor_field: List[str] = None,
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stream_slice: Mapping[str, Any] = None,
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stream_state: Mapping[str, Any] = None,
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) -> Iterable[Mapping[str, Any]]:
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"""
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:param: stream_state We knowingly avoid using stream_state as we want cursors to manage their own state.
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"""
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yield from self.retriever.read_records(sync_mode, cursor_field, stream_slice)
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def get_json_schema(self) -> Mapping[str, Any]:
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"""
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:return: A dict of the JSON schema representing this stream.
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The default implementation of this method looks for a JSONSchema file with the same name as this stream's "name" property.
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Override as needed.
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"""
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return self._schema_loader.get_json_schema()
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def stream_slices(
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self, *, sync_mode: SyncMode, cursor_field: List[str] = None, stream_state: Mapping[str, Any] = None
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) -> Iterable[Optional[Mapping[str, Any]]]:
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"""
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Override to define the slices for this stream. See the stream slicing section of the docs for more information.
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:param sync_mode:
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:param cursor_field:
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:param stream_state: we knowingly avoid using stream_state as we want cursors to manage their own state
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:return:
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"""
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return self.retriever.stream_slices()
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@property
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def state_checkpoint_interval(self) -> Optional[int]:
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"""
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We explicitly disable checkpointing here. There are a couple reasons for that and not all are documented here but:
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* In the case where records are not ordered, the granularity of what is ordered is the slice. Therefore, we will only update the
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cursor value once at the end of every slice.
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* Updating the state once every record would generate issues for data feed stop conditions or semi-incremental syncs where the
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important state is the one at the beginning of the slice
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"""
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return None
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